{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import  Conv2D,Activation,Softmax,dot,Reshape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://zhuanlan.zhihu.com/p/64988633\n",
    "https://zhuanlan.zhihu.com/p/102990363"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def GCNet(inputs,rate=16):\n",
    "    \n",
    "    shape=inputs.shape\n",
    "    x=Reshape((shape[1]*shape[2],shape[3]))(inputs)\n",
    "#     B,H*W,C\n",
    "    y=Conv2D(1,1,padding='same',use_bias=False,kernel_initializer='he_normal')(inputs)\n",
    "    y=Reshape((shape[1]*shape[2],1))(y)\n",
    "    y=Softmax(axis=1)(y)\n",
    "#     B,H*W,1\n",
    "    xy=dot([x,y],axes=[1,1])\n",
    "#     B,H*W,C X B,H*W,1 ----->B,C,1\n",
    "    xy=Reshape((1,1,shape[-1]))(xy)\n",
    "    \n",
    "    mid_c=shape[-1]//16\n",
    "    if mid_c<1:\n",
    "        mid_c=1\n",
    "        \n",
    "    xy=Conv2D(mid_c,1,padding='same',use_bias=False,kernel_initializer='he_normal')(xy)\n",
    "    xy=tf.keras.layers.LayerNormalization()(xy)\n",
    "    xy=tf.keras.layers.Activation('relu')(xy)\n",
    "    \n",
    "    xy=Conv2D(shape[-1],1,padding='same',use_bias=False,kernel_initializer='he_normal')(xy)\n",
    "    \n",
    "    print(xy.shape)\n",
    "    xy=tf.add(inputs,xy)\n",
    "\n",
    "    return xy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 1, 1, 512)\n",
      "Model: \"model_10\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_15 (InputLayer)           [(None, 32, 32, 512) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_12 (Conv2D)              (None, 32, 32, 1)    512         input_15[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "reshape_26 (Reshape)            (None, 1024, 1)      0           conv2d_12[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "reshape_25 (Reshape)            (None, 1024, 512)    0           input_15[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "softmax_5 (Softmax)             (None, 1024, 1)      0           reshape_26[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "dot_8 (Dot)                     (None, 512, 1)       0           reshape_25[0][0]                 \n",
      "                                                                 softmax_5[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "reshape_27 (Reshape)            (None, 1, 1, 512)    0           dot_8[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_13 (Conv2D)              (None, 1, 1, 32)     16384       reshape_27[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "layer_normalization_1 (LayerNor (None, 1, 1, 32)     64          conv2d_13[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "activation_1 (Activation)       (None, 1, 1, 32)     0           layer_normalization_1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "conv2d_14 (Conv2D)              (None, 1, 1, 512)    16384       activation_1[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "tf_op_layer_Add (TensorFlowOpLa [(None, 32, 32, 512) 0           input_15[0][0]                   \n",
      "                                                                 conv2d_14[0][0]                  \n",
      "==================================================================================================\n",
      "Total params: 33,344\n",
      "Trainable params: 33,344\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Input=tf.keras.layers.Input(shape=(32,32,512))\n",
    "out=GCNet(Input)\n",
    "model=tf.keras.Model(inputs=Input,outputs=out)\n",
    "model.summary()\n",
    "tf.keras.utils.plot_model(model,to_file='GCNet.png',show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
